Bug fixes and documentation updates
Bug fixes and documentation updates
Bug fixes
We fixed the bug that lightly-download
with the option exclude_parent_tag
didn't work and a bug in the api_workflow_upload_metadata
introduced by the change which made the apis private members.
Documentation Updates
The docs have received a fresh new look! Additionally, we have added tutorials about how to use Lightly with data hosted on S3 and how to export data directly to Labelstudio (no download needed!)
CLI
The CLI now stores important results such as the dataset_id
, path_to_embeddings
and path_to_checkpoint
in the environment variables LIGHTLY_LAST_CHECKPOINT_PATH
, LIGHTLY_LAST_EMBEDDING_PATH
, and LIGHTLY_LAST_DATASET_ID
.
Models
- Bootstrap your own latent: A new approach to self-supervised Learning, 2020
- Barlow Twins: Self-Supervised Learning via Redundancy Reduction, 2021
- SimSiam: Exploring Simple Siamese Representation Learning, 2020
- MoCo: Momentum Contrast for Unsupervised Visual Representation Learning, 2019
- SimCLR: A Simple Framework for Contrastive Learning of Visual Representations, 2020
- NNCLR: Nearest-Neighbor Contrastive Learning of Visual Representations, 2021
- SwAV: Unsupervised Learning of Visual Features by Contrasting Cluster Assignments, M. Caron, 2020